Table 6 Estimates of factors of adoption of CSAPs: ordered probit

Gender

− 0.043

Age (years)

− 0.005

Education (years)

− 0.009

Household size

0.023^**

Total House Asset (log)

0.039^**

Farming experience (years)

0.003

Land ownership (yes = 1, no = 0)

0.118

Land rent (yes = 1, no = 0)

0.026

Farm size (ha)

0.001

Cost of hired labour (log)

0.074^***

Trained in improved production practices (yes = 1, no = 0)

0.249^**

Willingness to take risk (yes = 1, no = 0)

− 0.110

Total Livestock Unit (TLU)

0.003^***

Received loan (yes = 1, no = 0)

0.142^***

Member of input supply and farm cooperatives

0.165^**

Received advice on improved varieties (yes = 1, no = 0)

0.016

Awareness and access to improved varieties (yes = 1, no = 0)

0.748^***

North-West (yes = 1, no = 0)

1.087^***

South-South (yes = 1, no = 0)

− 0.914^***

South-East (yes = 1, no = 0)

0.826^***

North-Central (yes = 1, no = 0)

0.341^***

North-East (yes = 1, no = 0)

− 0.327^***

/cut1

− 0.756

/cut2

0.377

/cut3

1.435

/cut4

2.376

/cut5

3.399

/cut6

4.641

Wald \({{\varvec{\chi}}}^{2}\) (23)

552.45^***

Prob > \({{\varvec{\chi}}}^{2}\)

0.000

Log likelihood

1947.528

Number of observation

1370